Book Review: Deploying Feminism: The Role of Gender in NATO Military Operations
Bibliographic record
Abstract
of the smaller states is registered in his analysis but subordinated to the overall framework.Likewise, between the detail of archival sources and the regional big picture, the continuing texture of the bilateral and multilateral relationships can be lost.Lastly, archival records present vividly the opinions of the time, but are not necessarily accurate.The American assessment that "the US bombardment of Hanoi undermined public morale and effectively sapped the people's will to continue the fight" 4 was made in July 1967, 6 months before the Tet Offensive.Huang quotes his colleague Yan Xuetong, saying "from a geographical perspec-tive…it is more likely that our country can successfully shape the neighborhood than the global environment."5 In the current heat of global rivalry, it is good to remember that China must bloom where it is planted in a complex neighborhood.Yuxing Huang has made a significant contribution to our understanding of how salient China's regional diplomacy is for its broader strategic picture.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.019 | 0.007 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".